Production ML Systems Experience Summary Questions

Articulate your 5+ years of ML engineering experience with emphasis on end-to-end production systems. Highlight specific projects where you designed or significantly improved ML systems. Include metrics showing business impact (latency improvements, cost reductions, accuracy gains, revenue impact). Be ready to discuss the scale of systems you've worked with (data volume, QPS, real-time vs batch requirements).